Does it? Because when I was a kid i had 2 dogs. a boy and a girl. They girl stayed and never left no matter what, but the boy was always running and comming home every few weeks, and stopped coming home at all. both dogs were not fixed, so do unneutered dogs have a higher chance of running away?